{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "1d0d0503", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: daltoolbox\n", "\n", "Registered S3 method overwritten by 'quantmod':\n", " method from\n", " as.zoo.data.frame zoo \n", "\n", "\n", "Attaching package: ‘daltoolbox’\n", "\n", "\n", "The following object is masked from ‘package:base’:\n", "\n", " transform\n", "\n", "\n", "Loading required package: harbinger\n", "\n" ] } ], "source": [ "# Harbinger Package\n", "# version 1.0.777\n", "source(\"https://raw.githubusercontent.com/cefet-rj-dal/harbinger/master/jupyter.R\")\n", "\n", "#loading Harbinger\n", "load_library(\"daltoolbox\") \n", "load_library(\"harbinger\") " ] }, { "cell_type": "code", "execution_count": 2, "id": "c0d41422", "metadata": {}, "outputs": [], "source": [ "#loading the example database\n", "data(examples_anomalies)" ] }, { "cell_type": "code", "execution_count": 3, "id": "9a12bab2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 6 × 2
serieevent
<dbl><lgl>
11.0000000FALSE
20.9689124FALSE
30.8775826FALSE
40.7316889FALSE
50.5403023FALSE
60.3153224FALSE
\n" ], "text/latex": [ "A data.frame: 6 × 2\n", "\\begin{tabular}{r|ll}\n", " & serie & event\\\\\n", " & & \\\\\n", "\\hline\n", "\t1 & 1.0000000 & FALSE\\\\\n", "\t2 & 0.9689124 & FALSE\\\\\n", "\t3 & 0.8775826 & FALSE\\\\\n", "\t4 & 0.7316889 & FALSE\\\\\n", "\t5 & 0.5403023 & FALSE\\\\\n", "\t6 & 0.3153224 & FALSE\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 6 × 2\n", "\n", "| | serie <dbl> | event <lgl> |\n", "|---|---|---|\n", "| 1 | 1.0000000 | FALSE |\n", "| 2 | 0.9689124 | FALSE |\n", "| 3 | 0.8775826 | FALSE |\n", "| 4 | 0.7316889 | FALSE |\n", "| 5 | 0.5403023 | FALSE |\n", "| 6 | 0.3153224 | FALSE |\n", "\n" ], "text/plain": [ " serie event\n", "1 1.0000000 FALSE\n", "2 0.9689124 FALSE\n", "3 0.8775826 FALSE\n", "4 0.7316889 FALSE\n", "5 0.5403023 FALSE\n", "6 0.3153224 FALSE" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Using the simple time series \n", "dataset <- examples_anomalies$simple\n", "head(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b744a3ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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ni+3EwoOT8v5RZN7VQjNnL/5Fh4aBPSvkKukAoGldfLZzTtvNWM1DpyM6GEepTH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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "#ploting the time series\n", "plot_ts(x = 1:length(dataset$serie), y = dataset$serie)" ] }, { "cell_type": "code", "execution_count": 5, "id": "e0c8a397", "metadata": {}, "outputs": [], "source": [ "# establishing arima method \n", " model <- hanr_arima()" ] }, { "cell_type": "code", "execution_count": 6, "id": "9d0079cf", "metadata": {}, "outputs": [], "source": [ "# fitting the model\n", " model <- fit(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 7, "id": "863506fd", "metadata": {}, "outputs": [], "source": [ "# making detections\n", " detection <- detect(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 8, "id": "1241ed10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " idx event type\n", "1 50 TRUE anomaly\n" ] } ], "source": [ "# filtering detected events\n", " print(detection |> dplyr::filter(event==TRUE))" ] }, { "cell_type": "code", "execution_count": 9, "id": "10456892", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " event \n", "detection TRUE FALSE\n", "TRUE 1 0 \n", "FALSE 0 100 \n" ] } ], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 10, "id": "075f7d2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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IjYr2LnhR85ckTG5wRFsb1pZN9JOCUlZd68eUeOHAkGg/I+Myhtz549RLR06VK5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dy4i0trb29PSgLx8hu93e09PT2trKupAR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\nqXVLliyZNGnS2rVrv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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# ploting the results\n", " grf <- har_plot(model, dataset$serie, detection, dataset$event)\n", " plot(grf)" ] }, { "cell_type": "code", "execution_count": null, "id": "07c53f34", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "4.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }